Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 52413 |
| Missing cells | 82132 |
| Missing cells (%) | 9.8% |
| Duplicate rows | 895 |
| Duplicate rows (%) | 1.7% |
| Total size in memory | 8.8 MiB |
| Average record size in memory | 176.3 B |
Variable types
| Numeric | 16 |
|---|
| Dataset has 895 (1.7%) duplicate rows | Duplicates |
13171_FERM0101.Agitation_PV is highly overall correlated with 13171_FERM0101.Biocontainer_Pressure_PV and 4 other fields | High correlation |
13171_FERM0101.Biocontainer_Pressure_PV is highly overall correlated with 13171_FERM0101.Agitation_PV and 2 other fields | High correlation |
13171_FERM0101.DO_1_PV is highly overall correlated with 13171_FERM0101.Agitation_PV | High correlation |
13171_FERM0101.Gas_Overlay_PV is highly overall correlated with 13171_FERM0101.Agitation_PV and 2 other fields | High correlation |
13171_FERM0101.Load_Cell_Net_PV is highly overall correlated with 13171_FERM0101.Agitation_PV and 3 other fields | High correlation |
13171_FERM0101.pH_1_PV is highly overall correlated with 13171_FERM0101.Agitation_PV and 1 other fields | High correlation |
13171_FERM0101.Agitation_PV has 4658 (8.9%) missing values | Missing |
13171_FERM0101.Air_Sparge_PV has 4658 (8.9%) missing values | Missing |
13171_FERM0101.Biocontainer_Pressure_PV has 4656 (8.9%) missing values | Missing |
13171_FERM0101.DO_1_PV has 5628 (10.7%) missing values | Missing |
13171_FERM0101.DO_2_PV has 4658 (8.9%) missing values | Missing |
13171_FERM0101.Gas_Overlay_PV has 4658 (8.9%) missing values | Missing |
13171_FERM0101.Load_Cell_Net_PV has 4656 (8.9%) missing values | Missing |
13171_FERM0101.pH_1_PV has 9137 (17.4%) missing values | Missing |
13171_FERM0101.pH_2_PV has 6819 (13.0%) missing values | Missing |
13171_FERM0101.PUMP_1_PV has 4658 (8.9%) missing values | Missing |
13171_FERM0101.PUMP_1_TOTAL has 4657 (8.9%) missing values | Missing |
13171_FERM0101.PUMP_2_PV has 4658 (8.9%) missing values | Missing |
13171_FERM0101.PUMP_2_TOTAL has 4657 (8.9%) missing values | Missing |
13171_FERM0101.Single_Use_DO_PV has 4658 (8.9%) missing values | Missing |
13171_FERM0101.Single_Use_pH_PV has 4658 (8.9%) missing values | Missing |
13171_FERM0101.Temperatura_PV has 4658 (8.9%) missing values | Missing |
13171_FERM0101.DO_2_PV is highly skewed (γ1 = 41.28672561) | Skewed |
13171_FERM0101.PUMP_1_PV is highly skewed (γ1 = 114.6467451) | Skewed |
13171_FERM0101.PUMP_2_PV is highly skewed (γ1 = 53.8799871) | Skewed |
13171_FERM0101.Agitation_PV has 28492 (54.4%) zeros | Zeros |
13171_FERM0101.Air_Sparge_PV has 46434 (88.6%) zeros | Zeros |
13171_FERM0101.Biocontainer_Pressure_PV has 2479 (4.7%) zeros | Zeros |
13171_FERM0101.DO_1_PV has 42142 (80.4%) zeros | Zeros |
13171_FERM0101.DO_2_PV has 47727 (91.1%) zeros | Zeros |
13171_FERM0101.Gas_Overlay_PV has 25342 (48.4%) zeros | Zeros |
13171_FERM0101.Load_Cell_Net_PV has 640 (1.2%) zeros | Zeros |
13171_FERM0101.PUMP_1_PV has 47749 (91.1%) zeros | Zeros |
13171_FERM0101.PUMP_1_TOTAL has 7541 (14.4%) zeros | Zeros |
13171_FERM0101.PUMP_2_PV has 47155 (90.0%) zeros | Zeros |
13171_FERM0101.PUMP_2_TOTAL has 24586 (46.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-09-29 18:18:00.369095 |
|---|---|
| Analysis finished | 2024-09-29 18:18:21.105214 |
| Duration | 20.74 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
13171_FERM0101.Agitation_PV
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 453 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 4658 |
| Missing (%) | 8.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.658302 |
| Minimum | 0 |
|---|---|
| Maximum | 80 |
| Zeros | 28492 |
| Zeros (%) | 54.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 20 |
| 95-th percentile | 72 |
| Maximum | 80 |
| Range | 80 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 25.926322 |
|---|---|
| Coefficient of variation (CV) | 1.4682228 |
| Kurtosis | 0.053574913 |
| Mean | 17.658302 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2377167 |
| Sum | 843272.21 |
| Variance | 672.17418 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 28492 | |
| 20 | 7705 | 14.7% |
| 72 | 5780 | 11.0% |
| 44 | 2828 | 5.4% |
| 80 | 576 | 1.1% |
| 56 | 449 | 0.9% |
| 32 | 250 | 0.5% |
| 64 | 238 | 0.5% |
| 24 | 192 | 0.4% |
| 41.87200012 | 118 | 0.2% |
| Other values (443) | 1127 | 2.2% |
| (Missing) | 4658 | 8.9% |
| Value | Count | Frequency (%) |
| 0 | 28492 | |
| 9.19998938 | 1 | < 0.1% |
| 20 | 7705 | 14.7% |
| 20.0199104 | 1 | < 0.1% |
| 20.09518522 | 1 | < 0.1% |
| 20.14830595 | 1 | < 0.1% |
| 20.2768615 | 1 | < 0.1% |
| 20.35507094 | 1 | < 0.1% |
| 20.40556412 | 1 | < 0.1% |
| 20.42562686 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 80 | 576 | 1.1% |
| 72 | 5780 | |
| 71.99999059 | 1 | < 0.1% |
| 71.99992676 | 1 | < 0.1% |
| 71.99985962 | 1 | < 0.1% |
| 71.99979535 | 1 | < 0.1% |
| 71.99973145 | 1 | < 0.1% |
| 71.99966431 | 1 | < 0.1% |
| 71.99959998 | 1 | < 0.1% |
| 71.99953613 | 1 | < 0.1% |
13171_FERM0101.Air_Sparge_PV
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 1322 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 4658 |
| Missing (%) | 8.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.20326867 |
| Minimum | 0 |
|---|---|
| Maximum | 16.002353 |
| Zeros | 46434 |
| Zeros (%) | 88.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 16.002353 |
| Range | 16.002353 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.5983092 |
|---|---|
| Coefficient of variation (CV) | 7.8630378 |
| Kurtosis | 77.273577 |
| Mean | 0.20326867 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.7053742 |
| Sum | 9707.0952 |
| Variance | 2.5545923 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 46434 | |
| 1.427198992 | 1 | < 0.1% |
| 1.839859052 | 1 | < 0.1% |
| 2.283028517 | 1 | < 0.1% |
| 2.706106268 | 1 | < 0.1% |
| 2.537766799 | 1 | < 0.1% |
| 2.092278158 | 1 | < 0.1% |
| 0.1420342704 | 1 | < 0.1% |
| 1.265706164 | 1 | < 0.1% |
| 0.3037414331 | 1 | < 0.1% |
| Other values (1312) | 1312 | 2.5% |
| (Missing) | 4658 | 8.9% |
| Value | Count | Frequency (%) |
| 0 | 46434 | |
| 0.0006503327287 | 1 | < 0.1% |
| 0.001388928302 | 1 | < 0.1% |
| 0.001551954602 | 1 | < 0.1% |
| 0.001727686448 | 1 | < 0.1% |
| 0.001995624152 | 1 | < 0.1% |
| 0.002754363406 | 1 | < 0.1% |
| 0.002982296654 | 1 | < 0.1% |
| 0.003166518988 | 1 | < 0.1% |
| 0.003293498541 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 16.00235327 | 1 | |
| 16.00225139 | 1 | |
| 16.00203551 | 1 | |
| 16.00188188 | 1 | |
| 16.00182802 | 1 | |
| 16.00176277 | 1 | |
| 16.00170209 | 1 | |
| 16.00156782 | 1 | |
| 16.00137721 | 1 | |
| 16.00135861 | 1 |
13171_FERM0101.Biocontainer_Pressure_PV
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 23591 |
|---|---|
| Distinct (%) | 49.4% |
| Missing | 4656 |
| Missing (%) | 8.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 207.2114 |
| Minimum | -17.466855 |
|---|---|
| Maximum | 480 |
| Zeros | 2479 |
| Zeros (%) | 4.7% |
| Negative | 14825 |
| Negative (%) | 28.3% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -17.466855 |
|---|---|
| 5-th percentile | -2.0755825 |
| Q1 | -0.44592103 |
| median | 1.8692139 |
| Q3 | 480 |
| 95-th percentile | 480 |
| Maximum | 480 |
| Range | 497.46685 |
| Interquartile range (IQR) | 480.44592 |
Descriptive statistics
| Standard deviation | 237.8902 |
|---|---|
| Coefficient of variation (CV) | 1.1480556 |
| Kurtosis | -1.9244616 |
| Mean | 207.2114 |
| Median Absolute Deviation (MAD) | 3.8106837 |
| Skewness | 0.27449576 |
| Sum | 9895794.8 |
| Variance | 56591.747 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 480 | 20627 | |
| 0 | 2479 | 4.7% |
| -1.736108398 | 36 | 0.1% |
| -0.3993041992 | 35 | 0.1% |
| -1.756365967 | 34 | 0.1% |
| -0.6221069336 | 29 | 0.1% |
| -0.4398132324 | 28 | 0.1% |
| -2.019677734 | 27 | 0.1% |
| -1.533563232 | 27 | 0.1% |
| -2.039929199 | 26 | < 0.1% |
| Other values (23581) | 24409 | |
| (Missing) | 4656 | 8.9% |
| Value | Count | Frequency (%) |
| -17.46685468 | 1 | |
| -17.40801237 | 1 | |
| -17.40423101 | 1 | |
| -17.40284387 | 1 | |
| -17.39293823 | 1 | |
| -17.38617579 | 1 | |
| -17.36105496 | 1 | |
| -17.36061863 | 1 | |
| -17.33317647 | 1 | |
| -17.21719521 | 1 |
| Value | Count | Frequency (%) |
| 480 | 20627 | |
| 477.1533083 | 1 | < 0.1% |
| 413.1858147 | 1 | < 0.1% |
| 308.5423424 | 1 | < 0.1% |
| 57.84815568 | 1 | < 0.1% |
| 8.722714819 | 1 | < 0.1% |
| 8.693263114 | 1 | < 0.1% |
| 8.574339883 | 1 | < 0.1% |
| 8.499377033 | 1 | < 0.1% |
| 8.383500725 | 1 | < 0.1% |
13171_FERM0101.DO_1_PV
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 4318 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 5628 |
| Missing (%) | 10.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1067104 |
| Minimum | 0 |
|---|---|
| Maximum | 94.793915 |
| Zeros | 42142 |
| Zeros (%) | 80.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 19.211083 |
| Maximum | 94.793915 |
| Range | 94.793915 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.683093 |
|---|---|
| Coefficient of variation (CV) | 3.7605993 |
| Kurtosis | 23.372474 |
| Mean | 3.1067104 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.7046667 |
| Sum | 145347.45 |
| Variance | 136.49466 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 42142 | |
| 81.70202026 | 17 | < 0.1% |
| 72.82851563 | 14 | < 0.1% |
| 72.41400757 | 11 | < 0.1% |
| 72.14432983 | 11 | < 0.1% |
| 72.00949097 | 7 | < 0.1% |
| 15.60005035 | 7 | < 0.1% |
| 72.69367676 | 6 | < 0.1% |
| 71.99950562 | 6 | < 0.1% |
| 72.13933716 | 6 | < 0.1% |
| Other values (4308) | 4558 | 8.7% |
| (Missing) | 5628 | 10.7% |
| Value | Count | Frequency (%) |
| 0 | 42142 | |
| 1.314477684 | 1 | < 0.1% |
| 1.394072316 | 1 | < 0.1% |
| 2.03551119 | 1 | < 0.1% |
| 2.074257469 | 1 | < 0.1% |
| 2.342163849 | 3 | < 0.1% |
| 2.406096907 | 1 | < 0.1% |
| 2.480812073 | 1 | < 0.1% |
| 2.619460297 | 1 | < 0.1% |
| 2.791164589 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 94.79391538 | 1 | |
| 91.0729121 | 1 | |
| 91.06054801 | 1 | |
| 89.45164153 | 1 | |
| 87.61194135 | 1 | |
| 87.39271376 | 1 | |
| 87.28655346 | 1 | |
| 85.68274537 | 1 | |
| 85.2845485 | 1 | |
| 85.19063381 | 1 |
13171_FERM0101.DO_2_PV
Real number (ℝ)
MISSING  SKEWED  ZEROS 
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4658 |
| Missing (%) | 8.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.052312737 |
| Minimum | 0 |
|---|---|
| Maximum | 89.740161 |
| Zeros | 47727 |
| Zeros (%) | 91.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 89.740161 |
| Range | 89.740161 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.1602491 |
|---|---|
| Coefficient of variation (CV) | 41.294897 |
| Kurtosis | 1703.2286 |
| Mean | 0.052312737 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 41.286726 |
| Sum | 2498.1948 |
| Variance | 4.6666761 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 47727 | |
| 89.58114014 | 9 | < 0.1% |
| 89.42779541 | 6 | < 0.1% |
| 89.74016113 | 4 | < 0.1% |
| 89.58363173 | 1 | < 0.1% |
| 89.63708413 | 1 | < 0.1% |
| 89.65920385 | 1 | < 0.1% |
| 89.73720789 | 1 | < 0.1% |
| 89.61322148 | 1 | < 0.1% |
| 89.59118919 | 1 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
| (Missing) | 4658 | 8.9% |
| Value | Count | Frequency (%) |
| 0 | 47727 | |
| 79.86813354 | 1 | < 0.1% |
| 89.26877441 | 1 | < 0.1% |
| 89.42779541 | 6 | < 0.1% |
| 89.47863892 | 1 | < 0.1% |
| 89.58114014 | 9 | < 0.1% |
| 89.58363173 | 1 | < 0.1% |
| 89.59118919 | 1 | < 0.1% |
| 89.61322148 | 1 | < 0.1% |
| 89.63708413 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 89.74016113 | 4 | |
| 89.73720789 | 1 | < 0.1% |
| 89.65920385 | 1 | < 0.1% |
| 89.63708413 | 1 | < 0.1% |
| 89.61322148 | 1 | < 0.1% |
| 89.59118919 | 1 | < 0.1% |
| 89.58363173 | 1 | < 0.1% |
| 89.58114014 | 9 | |
| 89.47863892 | 1 | < 0.1% |
| 89.42779541 | 6 |
13171_FERM0101.Gas_Overlay_PV
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 22414 |
|---|---|
| Distinct (%) | 46.9% |
| Missing | 4658 |
| Missing (%) | 8.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.976907 |
| Minimum | 0 |
|---|---|
| Maximum | 16.000695 |
| Zeros | 25342 |
| Zeros (%) | 48.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4.0000039 |
| 95-th percentile | 4.0004047 |
| Maximum | 16.000695 |
| Range | 16.000695 |
| Interquartile range (IQR) | 4.0000039 |
Descriptive statistics
| Standard deviation | 2.1973059 |
|---|---|
| Coefficient of variation (CV) | 1.1114867 |
| Kurtosis | -0.61652318 |
| Mean | 1.976907 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.52267609 |
| Sum | 94407.196 |
| Variance | 4.8281533 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 25342 | |
| 4.000093447 | 1 | < 0.1% |
| 3.999817579 | 1 | < 0.1% |
| 3.999761204 | 1 | < 0.1% |
| 4.000020328 | 1 | < 0.1% |
| 4.000010258 | 1 | < 0.1% |
| 3.999660146 | 1 | < 0.1% |
| 4.0002661 | 1 | < 0.1% |
| 4.000117034 | 1 | < 0.1% |
| 3.999839784 | 1 | < 0.1% |
| Other values (22404) | 22404 | |
| (Missing) | 4658 | 8.9% |
| Value | Count | Frequency (%) |
| 0 | 25342 | |
| 0.02326878684 | 1 | < 0.1% |
| 0.5026381067 | 1 | < 0.1% |
| 0.5133354164 | 1 | < 0.1% |
| 0.5729348989 | 1 | < 0.1% |
| 1.26004482 | 1 | < 0.1% |
| 1.811821992 | 1 | < 0.1% |
| 1.893493225 | 1 | < 0.1% |
| 1.910756824 | 1 | < 0.1% |
| 1.949962749 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 16.00069479 | 1 | |
| 15.9998249 | 1 | |
| 15.99980576 | 1 | |
| 15.99952382 | 1 | |
| 15.99924665 | 1 | |
| 15.99864865 | 1 | |
| 14.97904898 | 1 | |
| 14.52046136 | 1 | |
| 12.81875877 | 1 | |
| 12.01324713 | 1 |
13171_FERM0101.Load_Cell_Net_PV
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 6360 |
|---|---|
| Distinct (%) | 13.3% |
| Missing | 4656 |
| Missing (%) | 8.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.85092 |
| Minimum | -8.6041119 |
|---|---|
| Maximum | 191.92 |
| Zeros | 640 |
| Zeros (%) | 1.2% |
| Negative | 21259 |
| Negative (%) | 40.6% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -8.6041119 |
|---|---|
| 5-th percentile | -7.1199997 |
| Q1 | -6.4800003 |
| median | 0.24000001 |
| Q3 | 158.4 |
| 95-th percentile | 166.88 |
| Maximum | 191.92 |
| Range | 200.52411 |
| Interquartile range (IQR) | 164.88 |
Descriptive statistics
| Standard deviation | 73.671666 |
|---|---|
| Coefficient of variation (CV) | 1.3431254 |
| Kurtosis | -1.4802376 |
| Mean | 54.85092 |
| Median Absolute Deviation (MAD) | 7.2800002 |
| Skewness | 0.58054064 |
| Sum | 2619515.4 |
| Variance | 5427.5144 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -6.640000153 | 1326 | 2.5% |
| -6.559999847 | 1213 | 2.3% |
| -6.4 | 1107 | 2.1% |
| -7.040000153 | 1080 | 2.1% |
| -6.480000305 | 1071 | 2.0% |
| -6.8 | 1062 | 2.0% |
| -6.959999847 | 934 | 1.8% |
| -6.880000305 | 803 | 1.5% |
| -7.119999695 | 765 | 1.5% |
| -5.6 | 720 | 1.4% |
| Other values (6350) | 37676 | |
| (Missing) | 4656 | 8.9% |
| Value | Count | Frequency (%) |
| -8.604111888 | 1 | < 0.1% |
| -8.4 | 1 | < 0.1% |
| -8.319999695 | 1 | < 0.1% |
| -8.272293295 | 1 | < 0.1% |
| -8.159999847 | 3 | < 0.1% |
| -8.137889231 | 1 | < 0.1% |
| -8.081737327 | 1 | < 0.1% |
| -8.080000305 | 3 | < 0.1% |
| -8 | 7 | |
| -7.919999695 | 10 |
| Value | Count | Frequency (%) |
| 191.9199951 | 1 | |
| 191.8400024 | 1 | |
| 191.7241006 | 1 | |
| 191.5688244 | 1 | |
| 191.4400024 | 1 | |
| 191.3599976 | 1 | |
| 175.8030514 | 1 | |
| 175.2523186 | 1 | |
| 174.830138 | 1 | |
| 174.5363098 | 1 |
13171_FERM0101.pH_1_PV
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 6148 |
|---|---|
| Distinct (%) | 14.2% |
| Missing | 9137 |
| Missing (%) | 17.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0921634 |
| Minimum | -0.3285778 |
|---|---|
| Maximum | 96.477242 |
| Zeros | 66 |
| Zeros (%) | 0.1% |
| Negative | 391 |
| Negative (%) | 0.7% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -0.3285778 |
|---|---|
| 5-th percentile | 1.260704 |
| Q1 | 1.4570414 |
| median | 1.5985078 |
| Q3 | 5.876836 |
| 95-th percentile | 6.1505007 |
| Maximum | 96.477242 |
| Range | 96.80582 |
| Interquartile range (IQR) | 4.4197947 |
Descriptive statistics
| Standard deviation | 2.1533841 |
|---|---|
| Coefficient of variation (CV) | 0.69640048 |
| Kurtosis | 80.063864 |
| Mean | 3.0921634 |
| Median Absolute Deviation (MAD) | 0.28655367 |
| Skewness | 2.3936815 |
| Sum | 133816.46 |
| Variance | 4.6370631 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.598507786 | 1687 | 3.2% |
| 1.38335743 | 1599 | 3.1% |
| 1.569852829 | 1332 | 2.5% |
| 1.975545883 | 1266 | 2.4% |
| 1.457041359 | 853 | 1.6% |
| 1.578411865 | 791 | 1.5% |
| 1.57115612 | 768 | 1.5% |
| 1.539599609 | 743 | 1.4% |
| 1.102238846 | 735 | 1.4% |
| 1.885061455 | 678 | 1.3% |
| Other values (6138) | 32824 | |
| (Missing) | 9137 | 17.4% |
| Value | Count | Frequency (%) |
| -0.3285778046 | 3 | < 0.1% |
| -0.257396698 | 35 | 0.1% |
| -0.2403810501 | 343 | |
| -0.1913319103 | 1 | < 0.1% |
| -0.1461831317 | 1 | < 0.1% |
| -0.1384361911 | 1 | < 0.1% |
| -0.1354048353 | 1 | < 0.1% |
| -0.1159889384 | 1 | < 0.1% |
| -0.112992759 | 1 | < 0.1% |
| -0.1046121073 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 96.47724174 | 1 | |
| 10.29741389 | 1 | |
| 8.851742664 | 1 | |
| 8.298103593 | 1 | |
| 7.606374086 | 1 | |
| 7.308830579 | 1 | |
| 7.18436231 | 1 | |
| 7.130503403 | 1 | |
| 6.828440791 | 1 | |
| 6.775617981 | 1 |
13171_FERM0101.pH_2_PV
Real number (ℝ)
MISSING 
| Distinct | 798 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 6819 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0720099 |
| Minimum | -0.016351318 |
|---|---|
| Maximum | 6.0018169 |
| Zeros | 23 |
| Zeros (%) | < 0.1% |
| Negative | 1402 |
| Negative (%) | 2.7% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -0.016351318 |
|---|---|
| 5-th percentile | 3.2 |
| Q1 | 3.2 |
| median | 3.2 |
| Q3 | 3.2 |
| 95-th percentile | 3.2 |
| Maximum | 6.0018169 |
| Range | 6.0181683 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.60558011 |
|---|---|
| Coefficient of variation (CV) | 0.1971283 |
| Kurtosis | 20.356435 |
| Mean | 3.0720099 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.6732482 |
| Sum | 140065.22 |
| Variance | 0.36672726 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.2 | 43380 | |
| -0.01635131836 | 1396 | 2.7% |
| 0 | 23 | < 0.1% |
| 2.157751059 | 1 | < 0.1% |
| 1.784685318 | 1 | < 0.1% |
| 2.029801508 | 1 | < 0.1% |
| 2.198046836 | 1 | < 0.1% |
| 1.604200996 | 1 | < 0.1% |
| 1.702661731 | 1 | < 0.1% |
| 1.467929778 | 1 | < 0.1% |
| Other values (788) | 788 | 1.5% |
| (Missing) | 6819 | 13.0% |
| Value | Count | Frequency (%) |
| -0.01635131836 | 1396 | |
| -0.01155882534 | 1 | < 0.1% |
| -0.01131186551 | 1 | < 0.1% |
| -0.005097151927 | 1 | < 0.1% |
| -0.005031424847 | 1 | < 0.1% |
| -0.004830629337 | 1 | < 0.1% |
| -0.00479302398 | 1 | < 0.1% |
| 0 | 23 | < 0.1% |
| 0.0001582356723 | 1 | < 0.1% |
| 0.0001582643674 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6.00181694 | 1 | < 0.1% |
| 5.966472244 | 1 | < 0.1% |
| 3.2 | 43380 | |
| 3.19939067 | 1 | < 0.1% |
| 3.19925527 | 1 | < 0.1% |
| 3.198962573 | 1 | < 0.1% |
| 3.198836907 | 1 | < 0.1% |
| 3.1978056 | 1 | < 0.1% |
| 3.197653228 | 1 | < 0.1% |
| 3.197442338 | 1 | < 0.1% |
13171_FERM0101.PUMP_1_PV
Real number (ℝ)
MISSING  SKEWED  ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4658 |
| Missing (%) | 8.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0020647442 |
| Minimum | 0 |
|---|---|
| Maximum | 31.292846 |
| Zeros | 47749 |
| Zeros (%) | 91.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 31.292846 |
| Range | 31.292846 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.21442789 |
|---|---|
| Coefficient of variation (CV) | 103.85204 |
| Kurtosis | 14101.39 |
| Mean | 0.0020647442 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 114.64675 |
| Sum | 98.601859 |
| Variance | 0.045979319 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 47749 | |
| 9.696192385 | 1 | < 0.1% |
| 0.258633783 | 1 | < 0.1% |
| 31.29284561 | 1 | < 0.1% |
| 15.2311284 | 1 | < 0.1% |
| 22.36756257 | 1 | < 0.1% |
| 19.75549591 | 1 | < 0.1% |
| (Missing) | 4658 | 8.9% |
| Value | Count | Frequency (%) |
| 0 | 47749 | |
| 0.258633783 | 1 | < 0.1% |
| 9.696192385 | 1 | < 0.1% |
| 15.2311284 | 1 | < 0.1% |
| 19.75549591 | 1 | < 0.1% |
| 22.36756257 | 1 | < 0.1% |
| 31.29284561 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 31.29284561 | 1 | < 0.1% |
| 22.36756257 | 1 | < 0.1% |
| 19.75549591 | 1 | < 0.1% |
| 15.2311284 | 1 | < 0.1% |
| 9.696192385 | 1 | < 0.1% |
| 0.258633783 | 1 | < 0.1% |
| 0 | 47749 |
13171_FERM0101.PUMP_1_TOTAL
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 880 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 4657 |
| Missing (%) | 8.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.590068 |
| Minimum | 0 |
|---|---|
| Maximum | 512.53447 |
| Zeros | 7541 |
| Zeros (%) | 14.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 7.4399994 |
| median | 9.9199997 |
| Q3 | 17.360001 |
| 95-th percentile | 99.199969 |
| Maximum | 512.53447 |
| Range | 512.53447 |
| Interquartile range (IQR) | 9.9200012 |
Descriptive statistics
| Standard deviation | 101.60514 |
|---|---|
| Coefficient of variation (CV) | 2.7768502 |
| Kurtosis | 16.982406 |
| Mean | 36.590068 |
| Median Absolute Deviation (MAD) | 4.9600006 |
| Skewness | 4.2650105 |
| Sum | 1747395.3 |
| Variance | 10323.604 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.43999939 | 8370 | |
| 0 | 7541 | |
| 17.36000061 | 6744 | |
| 14.88000031 | 5151 | |
| 9.919999695 | 4909 | |
| 12.4 | 4475 | |
| 4.959999847 | 2103 | 4.0% |
| 96.7199707 | 2011 | 3.8% |
| 512.5344727 | 1974 | 3.8% |
| 6.61333313 | 529 | 1.0% |
| Other values (870) | 3949 | |
| (Missing) | 4657 |
| Value | Count | Frequency (%) |
| 0 | 7541 | |
| 0.004837127198 | 1 | < 0.1% |
| 0.01336322829 | 1 | < 0.1% |
| 0.01717965255 | 1 | < 0.1% |
| 0.01790767497 | 1 | < 0.1% |
| 0.01814191661 | 1 | < 0.1% |
| 0.02674272099 | 1 | < 0.1% |
| 0.02921923892 | 1 | < 0.1% |
| 0.03409715752 | 1 | < 0.1% |
| 0.03927622952 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 512.5344727 | 1974 | |
| 399.7768887 | 1 | < 0.1% |
| 399.324047 | 1 | < 0.1% |
| 394.2282315 | 1 | < 0.1% |
| 361.9359012 | 1 | < 0.1% |
| 354.9669117 | 1 | < 0.1% |
| 353.294405 | 1 | < 0.1% |
| 351.8438728 | 1 | < 0.1% |
| 350.0818073 | 1 | < 0.1% |
| 350.0360569 | 1 | < 0.1% |
13171_FERM0101.PUMP_2_PV
Real number (ℝ)
MISSING  SKEWED  ZEROS 
| Distinct | 594 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 4658 |
| Missing (%) | 8.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.025990255 |
| Minimum | 0 |
|---|---|
| Maximum | 48 |
| Zeros | 47155 |
| Zeros (%) | 90.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.40467109 |
|---|---|
| Coefficient of variation (CV) | 15.570109 |
| Kurtosis | 5200.303 |
| Mean | 0.025990255 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 53.879987 |
| Sum | 1241.1646 |
| Variance | 0.16375869 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 47155 | |
| 8 | 3 | < 0.1% |
| 1.388485938 | 3 | < 0.1% |
| 0.001509094238 | 2 | < 0.1% |
| 1.38847309 | 2 | < 0.1% |
| 1.388485748 | 2 | < 0.1% |
| 4.287061064 | 1 | < 0.1% |
| 1.705317442 | 1 | < 0.1% |
| 4.799482481 | 1 | < 0.1% |
| 4.473761197 | 1 | < 0.1% |
| Other values (584) | 584 | 1.1% |
| (Missing) | 4658 | 8.9% |
| Value | Count | Frequency (%) |
| 0 | 47155 | |
| 0.0001165716234 | 1 | < 0.1% |
| 0.0001920202796 | 1 | < 0.1% |
| 0.0004622735494 | 1 | < 0.1% |
| 0.000502589483 | 1 | < 0.1% |
| 0.0006660618071 | 1 | < 0.1% |
| 0.0008622826146 | 1 | < 0.1% |
| 0.0008802621543 | 1 | < 0.1% |
| 0.0009214454408 | 1 | < 0.1% |
| 0.0009459621342 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 48 | 1 | < 0.1% |
| 32.52447157 | 1 | < 0.1% |
| 20.06333269 | 1 | < 0.1% |
| 8 | 3 | |
| 7.890617317 | 1 | < 0.1% |
| 7.712123398 | 1 | < 0.1% |
| 7.534939796 | 1 | < 0.1% |
| 7.389618969 | 1 | < 0.1% |
| 7.204369783 | 1 | < 0.1% |
| 6.3912063 | 1 | < 0.1% |
13171_FERM0101.PUMP_2_TOTAL
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 1535 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 4657 |
| Missing (%) | 8.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 471.75443 |
| Minimum | 0 |
|---|---|
| Maximum | 11066.218 |
| Zeros | 24586 |
| Zeros (%) | 46.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 312.28723 |
| 95-th percentile | 2426.9166 |
| Maximum | 11066.218 |
| Range | 11066.218 |
| Interquartile range (IQR) | 312.28723 |
Descriptive statistics
| Standard deviation | 1142.7441 |
|---|---|
| Coefficient of variation (CV) | 2.4223284 |
| Kurtosis | 22.772506 |
| Mean | 471.75443 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.9644022 |
| Sum | 22529104 |
| Variance | 1305864.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24586 | |
| 2426.916602 | 2439 | 4.7% |
| 57.75947266 | 1703 | 3.2% |
| 228.0223633 | 1377 | 2.6% |
| 4360.263281 | 1257 | 2.4% |
| 17.84088898 | 909 | 1.7% |
| 128.7980713 | 837 | 1.6% |
| 191.6427124 | 799 | 1.5% |
| 3823.102734 | 772 | 1.5% |
| 450.6058594 | 689 | 1.3% |
| Other values (1525) | 12388 | |
| (Missing) | 4657 | 8.9% |
| Value | Count | Frequency (%) |
| 0 | 24586 | |
| 0.1173955137 | 1 | < 0.1% |
| 0.1750571234 | 1 | < 0.1% |
| 0.2849437213 | 1 | < 0.1% |
| 0.2863696957 | 1 | < 0.1% |
| 0.3985455648 | 1 | < 0.1% |
| 0.4192346391 | 1 | < 0.1% |
| 0.4267163687 | 1 | < 0.1% |
| 1.201073721 | 1 | < 0.1% |
| 1.297263096 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 11066.21797 | 130 | 0.2% |
| 11044.89101 | 1 | < 0.1% |
| 9387.447535 | 1 | < 0.1% |
| 5444.042401 | 1 | < 0.1% |
| 4360.263281 | 1257 | |
| 4355.168542 | 1 | < 0.1% |
| 4353.605218 | 1 | < 0.1% |
| 4343.469875 | 1 | < 0.1% |
| 4328.185674 | 1 | < 0.1% |
| 4327.555406 | 1 | < 0.1% |
13171_FERM0101.Single_Use_DO_PV
Real number (ℝ)
MISSING 
| Distinct | 6644 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 4658 |
| Missing (%) | 8.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 674.70197 |
| Minimum | 0 |
|---|---|
| Maximum | 861.78174 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 16.424482 |
| Q1 | 712.9418 |
| median | 799.99199 |
| Q3 | 799.99199 |
| 95-th percentile | 834.80322 |
| Maximum | 861.78174 |
| Range | 861.78174 |
| Interquartile range (IQR) | 87.050195 |
Descriptive statistics
| Standard deviation | 261.32584 |
|---|---|
| Coefficient of variation (CV) | 0.38732041 |
| Kurtosis | 2.1977911 |
| Mean | 674.70197 |
| Median Absolute Deviation (MAD) | 17.995752 |
| Skewness | -1.9977722 |
| Sum | 32220393 |
| Variance | 68291.196 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 799.9919922 | 21272 | |
| 712.9417969 | 3429 | 6.5% |
| 834.8032227 | 1813 | 3.5% |
| 723.647168 | 1620 | 3.1% |
| 780.2516602 | 1343 | 2.6% |
| 698.0123535 | 1313 | 2.5% |
| 707.9575195 | 784 | 1.5% |
| 786.0784668 | 779 | 1.5% |
| 860.3914063 | 722 | 1.4% |
| 797.5991699 | 692 | 1.3% |
| Other values (6634) | 13988 | |
| (Missing) | 4658 | 8.9% |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 0.468882039 | 1 | < 0.1% |
| 0.5104694107 | 1 | < 0.1% |
| 0.6447309521 | 1 | < 0.1% |
| 0.6515499482 | 1 | < 0.1% |
| 0.6970039807 | 1 | < 0.1% |
| 0.7005806965 | 1 | < 0.1% |
| 0.7034765244 | 1 | < 0.1% |
| 0.7063981392 | 1 | < 0.1% |
| 0.7067219516 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 861.7817383 | 671 | |
| 861.6756228 | 1 | < 0.1% |
| 860.8538396 | 1 | < 0.1% |
| 860.8140773 | 1 | < 0.1% |
| 860.8031504 | 1 | < 0.1% |
| 860.7404356 | 1 | < 0.1% |
| 860.3914063 | 722 | |
| 850.9651323 | 1 | < 0.1% |
| 846.1493961 | 1 | < 0.1% |
| 843.2506836 | 124 | 0.2% |
13171_FERM0101.Single_Use_pH_PV
Real number (ℝ)
MISSING 
| Distinct | 1403 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 4658 |
| Missing (%) | 8.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 628.81506 |
| Minimum | -790.12803 |
|---|---|
| Maximum | 805.952 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 480 |
| Negative (%) | 0.9% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -790.12803 |
|---|---|
| 5-th percentile | 5.7920002 |
| Q1 | 799.91201 |
| median | 800.08799 |
| Q3 | 800.28799 |
| 95-th percentile | 800.48799 |
| Maximum | 805.952 |
| Range | 1596.08 |
| Interquartile range (IQR) | 0.37597656 |
Descriptive statistics
| Standard deviation | 345.26044 |
|---|---|
| Coefficient of variation (CV) | 0.54906515 |
| Kurtosis | 1.9572604 |
| Mean | 628.81506 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -1.7413328 |
| Sum | 30029063 |
| Variance | 119204.77 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 800.4 | 3979 | 7.6% |
| 799.9919922 | 3088 | 5.9% |
| 800.0879883 | 2570 | 4.9% |
| 800.4879883 | 1776 | 3.4% |
| 800.1839844 | 1623 | 3.1% |
| 800.047998 | 1504 | 2.9% |
| 800.1759766 | 1331 | 2.5% |
| 799.9679688 | 1321 | 2.5% |
| 800.3199707 | 1239 | 2.4% |
| 800.1919922 | 1221 | 2.3% |
| Other values (1393) | 28103 | |
| (Missing) | 4658 | 8.9% |
| Value | Count | Frequency (%) |
| -790.1280273 | 352 | |
| -788.4639648 | 1 | < 0.1% |
| -788.308278 | 1 | < 0.1% |
| -788.3039551 | 5 | < 0.1% |
| -788.2997672 | 1 | < 0.1% |
| -788.2997318 | 1 | < 0.1% |
| -788.2997013 | 1 | < 0.1% |
| -788.2996668 | 1 | < 0.1% |
| -788.2996653 | 1 | < 0.1% |
| -788.2996517 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 805.952002 | 442 | 0.8% |
| 802.352002 | 664 | 1.3% |
| 800.5759766 | 561 | 1.1% |
| 800.5199707 | 560 | 1.1% |
| 800.4879883 | 1776 | |
| 800.4080078 | 472 | 0.9% |
| 800.4 | 3979 | |
| 800.3759766 | 586 | 1.1% |
| 800.352002 | 545 | 1.0% |
| 800.3199707 | 1239 | 2.4% |
13171_FERM0101.Temperatura_PV
Real number (ℝ)
MISSING 
| Distinct | 30799 |
|---|---|
| Distinct (%) | 64.5% |
| Missing | 4658 |
| Missing (%) | 8.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.07861 |
| Minimum | 0.15725258 |
|---|---|
| Maximum | 80.640002 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0.15725258 |
|---|---|
| 5-th percentile | 3.4799988 |
| Q1 | 13.499294 |
| median | 16.519995 |
| Q3 | 20.359998 |
| 95-th percentile | 29.653087 |
| Maximum | 80.640002 |
| Range | 80.48275 |
| Interquartile range (IQR) | 6.8607034 |
Descriptive statistics
| Standard deviation | 7.7622566 |
|---|---|
| Coefficient of variation (CV) | 0.45450167 |
| Kurtosis | -0.39970991 |
| Mean | 17.07861 |
| Median Absolute Deviation (MAD) | 3.2799927 |
| Skewness | 0.05152108 |
| Sum | 815589 |
| Variance | 60.252628 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.27199707 | 157 | 0.3% |
| 29.26400146 | 140 | 0.3% |
| 29.74399414 | 140 | 0.3% |
| 29.76800537 | 137 | 0.3% |
| 29.29599609 | 127 | 0.2% |
| 3.223999023 | 120 | 0.2% |
| 29.24000244 | 118 | 0.2% |
| 3.544000244 | 113 | 0.2% |
| 3.423999023 | 108 | 0.2% |
| 3.584002686 | 106 | 0.2% |
| Other values (30789) | 46489 | |
| (Missing) | 4658 | 8.9% |
| Value | Count | Frequency (%) |
| 0.1572525757 | 1 | < 0.1% |
| 3.015997314 | 1 | < 0.1% |
| 3.05448312 | 1 | < 0.1% |
| 3.130215251 | 1 | < 0.1% |
| 3.144000244 | 1 | < 0.1% |
| 3.158182998 | 1 | < 0.1% |
| 3.167999268 | 1 | < 0.1% |
| 3.176000977 | 10 | |
| 3.176016301 | 1 | < 0.1% |
| 3.17632069 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 80.64000244 | 1 | < 0.1% |
| 74.84973373 | 1 | < 0.1% |
| 31.48800049 | 1 | < 0.1% |
| 31.44858354 | 1 | < 0.1% |
| 31.44000244 | 2 | < 0.1% |
| 31.40799561 | 1 | < 0.1% |
| 31.39545621 | 1 | < 0.1% |
| 31.38399658 | 5 | |
| 31.38026083 | 1 | < 0.1% |
| 31.37964891 | 1 | < 0.1% |
| 13171_FERM0101.Agitation_PV | 13171_FERM0101.Air_Sparge_PV | 13171_FERM0101.Biocontainer_Pressure_PV | 13171_FERM0101.DO_1_PV | 13171_FERM0101.DO_2_PV | 13171_FERM0101.Gas_Overlay_PV | 13171_FERM0101.Load_Cell_Net_PV | 13171_FERM0101.PUMP_1_PV | 13171_FERM0101.PUMP_1_TOTAL | 13171_FERM0101.PUMP_2_PV | 13171_FERM0101.PUMP_2_TOTAL | 13171_FERM0101.Single_Use_DO_PV | 13171_FERM0101.Single_Use_pH_PV | 13171_FERM0101.Temperatura_PV | 13171_FERM0101.pH_1_PV | 13171_FERM0101.pH_2_PV | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13171_FERM0101.Agitation_PV | 1.000 | 0.262 | -0.552 | 0.502 | -0.019 | 0.647 | 0.804 | 0.000 | -0.186 | 0.181 | -0.386 | -0.138 | -0.240 | 0.164 | 0.625 | 0.021 |
| 13171_FERM0101.Air_Sparge_PV | 0.262 | 1.000 | -0.013 | 0.447 | -0.004 | 0.172 | 0.216 | -0.002 | 0.003 | 0.250 | -0.012 | -0.259 | -0.228 | 0.244 | 0.175 | 0.019 |
| 13171_FERM0101.Biocontainer_Pressure_PV | -0.552 | -0.013 | 1.000 | -0.064 | 0.017 | -0.665 | -0.711 | -0.011 | 0.410 | -0.022 | 0.474 | -0.254 | 0.092 | 0.237 | -0.359 | 0.027 |
| 13171_FERM0101.DO_1_PV | 0.502 | 0.447 | -0.064 | 1.000 | NaN | 0.307 | 0.405 | -0.004 | 0.016 | 0.243 | -0.053 | -0.455 | -0.402 | 0.456 | 0.359 | 0.049 |
| 13171_FERM0101.DO_2_PV | -0.019 | -0.004 | 0.017 | NaN | 1.000 | -0.021 | -0.008 | -0.000 | 0.023 | -0.003 | -0.022 | -0.023 | 0.019 | -0.019 | NaN | NaN |
| 13171_FERM0101.Gas_Overlay_PV | 0.647 | 0.172 | -0.665 | 0.307 | -0.021 | 1.000 | 0.695 | 0.007 | -0.344 | 0.095 | -0.453 | 0.077 | -0.191 | 0.028 | 0.435 | 0.004 |
| 13171_FERM0101.Load_Cell_Net_PV | 0.804 | 0.216 | -0.711 | 0.405 | -0.008 | 0.695 | 1.000 | 0.003 | -0.217 | 0.121 | -0.449 | 0.034 | -0.274 | 0.053 | 0.548 | 0.020 |
| 13171_FERM0101.PUMP_1_PV | 0.000 | -0.002 | -0.011 | -0.004 | -0.000 | 0.007 | 0.003 | 1.000 | 0.001 | 0.016 | -0.003 | 0.008 | 0.008 | 0.003 | 0.002 | 0.003 |
| 13171_FERM0101.PUMP_1_TOTAL | -0.186 | 0.003 | 0.410 | 0.016 | 0.023 | -0.344 | -0.217 | 0.001 | 1.000 | 0.013 | 0.422 | -0.171 | 0.230 | 0.045 | -0.024 | -0.029 |
| 13171_FERM0101.PUMP_2_PV | 0.181 | 0.250 | -0.022 | 0.243 | -0.003 | 0.095 | 0.121 | 0.016 | 0.013 | 1.000 | 0.101 | -0.173 | -0.166 | 0.171 | 0.087 | 0.013 |
| 13171_FERM0101.PUMP_2_TOTAL | -0.386 | -0.012 | 0.474 | -0.053 | -0.022 | -0.453 | -0.449 | -0.003 | 0.422 | 0.101 | 1.000 | -0.097 | -0.079 | 0.036 | -0.259 | 0.125 |
| 13171_FERM0101.Single_Use_DO_PV | -0.138 | -0.259 | -0.254 | -0.455 | -0.023 | 0.077 | 0.034 | 0.008 | -0.171 | -0.173 | -0.097 | 1.000 | 0.276 | -0.420 | -0.047 | 0.014 |
| 13171_FERM0101.Single_Use_pH_PV | -0.240 | -0.228 | 0.092 | -0.402 | 0.019 | -0.191 | -0.274 | 0.008 | 0.230 | -0.166 | -0.079 | 0.276 | 1.000 | -0.217 | -0.114 | -0.160 |
| 13171_FERM0101.Temperatura_PV | 0.164 | 0.244 | 0.237 | 0.456 | -0.019 | 0.028 | 0.053 | 0.003 | 0.045 | 0.171 | 0.036 | -0.420 | -0.217 | 1.000 | 0.112 | 0.133 |
| 13171_FERM0101.pH_1_PV | 0.625 | 0.175 | -0.359 | 0.359 | NaN | 0.435 | 0.548 | 0.002 | -0.024 | 0.087 | -0.259 | -0.047 | -0.114 | 0.112 | 1.000 | 0.038 |
| 13171_FERM0101.pH_2_PV | 0.021 | 0.019 | 0.027 | 0.049 | NaN | 0.004 | 0.020 | 0.003 | -0.029 | 0.013 | 0.125 | 0.014 | -0.160 | 0.133 | 0.038 | 1.000 |
| 13171_FERM0101.Agitation_PV | 13171_FERM0101.Air_Sparge_PV | 13171_FERM0101.Biocontainer_Pressure_PV | 13171_FERM0101.DO_1_PV | 13171_FERM0101.DO_2_PV | 13171_FERM0101.Gas_Overlay_PV | 13171_FERM0101.Load_Cell_Net_PV | 13171_FERM0101.pH_1_PV | 13171_FERM0101.pH_2_PV | 13171_FERM0101.PUMP_1_PV | 13171_FERM0101.PUMP_1_TOTAL | 13171_FERM0101.PUMP_2_PV | 13171_FERM0101.PUMP_2_TOTAL | 13171_FERM0101.Single_Use_DO_PV | 13171_FERM0101.Single_Use_pH_PV | 13171_FERM0101.Temperatura_PV | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DateTime | ||||||||||||||||
| 2023-03-15 00:00:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.640000 | 1.869104 | 3.2 | 0.0 | 17.773326 | 0.0 | 11066.217969 | 799.991992 | 800.295996 | 19.130649 |
| 2023-03-15 00:15:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.640000 | 1.869104 | 3.2 | 0.0 | 17.773326 | 0.0 | 11066.217969 | 799.991992 | 800.295996 | 19.117385 |
| 2023-03-15 00:30:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.638355 | 1.869104 | 3.2 | 0.0 | 17.773326 | 0.0 | 11066.217969 | 799.991992 | 800.295996 | 19.128038 |
| 2023-03-15 00:45:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.640000 | 1.869104 | 3.2 | 0.0 | 17.773326 | 0.0 | 11066.217969 | 799.991992 | 800.295996 | 19.127873 |
| 2023-03-15 01:00:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.640000 | 1.869104 | 3.2 | 0.0 | 17.773326 | 0.0 | 11066.217969 | 799.991992 | 800.295996 | 19.080857 |
| 2023-03-15 01:15:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.640000 | 1.869104 | 3.2 | 0.0 | 17.773326 | 0.0 | 11066.217969 | 799.991992 | 800.295996 | 19.113166 |
| 2023-03-15 01:30:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -2.181886 | 1.869104 | 3.2 | 0.0 | 17.773326 | 0.0 | 11066.217969 | 799.991992 | 800.295996 | 19.081337 |
| 2023-03-15 01:45:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.587542 | 1.869104 | 3.2 | 0.0 | 17.773326 | 0.0 | 11066.217969 | 799.991992 | 800.295996 | 19.128574 |
| 2023-03-15 02:00:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.640000 | 1.869104 | 3.2 | 0.0 | 17.773326 | 0.0 | 11066.217969 | 799.991992 | 800.295996 | 19.072420 |
| 2023-03-15 02:15:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.640000 | 1.869104 | 3.2 | 0.0 | 17.773326 | 0.0 | 11066.217969 | 799.991992 | 800.295996 | 18.965598 |
| 13171_FERM0101.Agitation_PV | 13171_FERM0101.Air_Sparge_PV | 13171_FERM0101.Biocontainer_Pressure_PV | 13171_FERM0101.DO_1_PV | 13171_FERM0101.DO_2_PV | 13171_FERM0101.Gas_Overlay_PV | 13171_FERM0101.Load_Cell_Net_PV | 13171_FERM0101.pH_1_PV | 13171_FERM0101.pH_2_PV | 13171_FERM0101.PUMP_1_PV | 13171_FERM0101.PUMP_1_TOTAL | 13171_FERM0101.PUMP_2_PV | 13171_FERM0101.PUMP_2_TOTAL | 13171_FERM0101.Single_Use_DO_PV | 13171_FERM0101.Single_Use_pH_PV | 13171_FERM0101.Temperatura_PV | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DateTime | ||||||||||||||||
| 2024-09-10 21:45:00.000 | 20.0 | 0.0 | -2.039929 | 0.0 | 0.0 | 4.000084 | 161.6 | 5.049667 | -0.016351 | 0.0 | 7.439999 | 0.0 | 0.0 | 799.991992 | 800.4 | 3.527186 |
| 2024-09-10 22:00:00.000 | 20.0 | 0.0 | -2.080438 | 0.0 | 0.0 | 3.999963 | 161.6 | 5.057235 | -0.016351 | 0.0 | 7.439999 | 0.0 | 0.0 | 799.991992 | 800.4 | 3.532234 |
| 2024-09-10 22:15:00.000 | 20.0 | 0.0 | -2.019678 | 0.0 | 0.0 | 4.000033 | 161.6 | 5.064804 | -0.016351 | 0.0 | 7.439999 | 0.0 | 0.0 | 799.991992 | 800.4 | 3.479999 |
| 2024-09-10 22:30:00.000 | 20.0 | 0.0 | -1.958911 | 0.0 | 0.0 | 3.999917 | 161.6 | 5.064804 | -0.016351 | 0.0 | 7.439999 | 0.0 | 0.0 | 799.991992 | 800.4 | 3.503998 |
| 2024-09-10 22:45:00.000 | 20.0 | 0.0 | -2.039929 | 0.0 | 0.0 | 4.000055 | 161.6 | 5.065084 | -0.016351 | 0.0 | 7.439999 | 0.0 | 0.0 | 799.991992 | 800.4 | 3.496921 |
| 2024-09-10 23:00:00.000 | 20.0 | 0.0 | -2.028913 | 0.0 | 0.0 | 3.999960 | 161.6 | 5.065084 | -0.016351 | 0.0 | 7.439999 | 0.0 | 0.0 | 799.991992 | 800.4 | 3.549670 |
| 2024-09-10 23:15:00.000 | 20.0 | 0.0 | -2.080438 | 0.0 | 0.0 | 3.999818 | 161.6 | 5.064999 | -0.016351 | 0.0 | 7.439999 | 0.0 | 0.0 | 799.991992 | 800.4 | 3.474442 |
| 2024-09-10 23:30:00.000 | 20.0 | 0.0 | -2.052384 | 0.0 | 0.0 | 3.999684 | 161.6 | 5.065084 | -0.016351 | 0.0 | 7.439999 | 0.0 | 0.0 | 799.991992 | 800.4 | 3.487383 |
| 2024-09-10 23:45:00.000 | 20.0 | 0.0 | -2.080438 | 0.0 | 0.0 | 3.999840 | 161.6 | 5.065084 | -0.016351 | 0.0 | 7.439999 | 0.0 | 0.0 | 799.991992 | 800.4 | 3.479999 |
| 2024-09-11 00:00:00.000 | 20.0 | 0.0 | -2.052007 | 0.0 | 0.0 | 3.999893 | 161.6 | 5.072766 | -0.016351 | 0.0 | 7.439999 | 0.0 | 0.0 | 799.991992 | 800.4 | 3.471997 |
Most frequently occurring
| 13171_FERM0101.Agitation_PV | 13171_FERM0101.Air_Sparge_PV | 13171_FERM0101.Biocontainer_Pressure_PV | 13171_FERM0101.DO_1_PV | 13171_FERM0101.DO_2_PV | 13171_FERM0101.Gas_Overlay_PV | 13171_FERM0101.Load_Cell_Net_PV | 13171_FERM0101.pH_1_PV | 13171_FERM0101.pH_2_PV | 13171_FERM0101.PUMP_1_PV | 13171_FERM0101.PUMP_1_TOTAL | 13171_FERM0101.PUMP_2_PV | 13171_FERM0101.PUMP_2_TOTAL | 13171_FERM0101.Single_Use_DO_PV | 13171_FERM0101.Single_Use_pH_PV | 13171_FERM0101.Temperatura_PV | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 894 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 4655 |
| 308 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.56 | NaN | 3.200000 | 0.0 | 17.360001 | 0.0 | 0.0 | 712.941797 | 800.4 | 26.040002 | 28 |
| 309 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.56 | NaN | 3.200000 | 0.0 | 17.360001 | 0.0 | 0.0 | 712.941797 | 800.4 | 26.056006 | 21 |
| 491 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.40 | NaN | 3.200000 | 0.0 | 17.360001 | 0.0 | 0.0 | 712.941797 | 800.4 | 24.728003 | 13 |
| 140 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.80 | 1.457041 | -0.016351 | 0.0 | 17.360001 | 0.0 | 0.0 | 712.941797 | 800.4 | 14.456006 | 12 |
| 645 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.40 | NaN | 3.200000 | 0.0 | 17.360001 | 0.0 | 0.0 | 712.941797 | 800.4 | 29.064001 | 12 |
| 660 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.32 | NaN | 3.200000 | 0.0 | 17.360001 | 0.0 | 0.0 | 712.941797 | 800.4 | 28.007996 | 12 |
| 148 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.80 | 1.457041 | -0.016351 | 0.0 | 17.360001 | 0.0 | 0.0 | 712.941797 | 800.4 | 14.559998 | 11 |
| 239 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.64 | NaN | 3.200000 | 0.0 | 17.360001 | 0.0 | 0.0 | 712.941797 | 800.4 | 14.919995 | 11 |
| 307 | 0.0 | 0.0 | 480.0 | 0.0 | 0.0 | 0.0 | -6.56 | NaN | 3.200000 | 0.0 | 17.360001 | 0.0 | 0.0 | 712.941797 | 800.4 | 26.023999 | 11 |